Journal article
Cell state-dependent allelic effects and contextual Mendelian randomization analysis for human brain phenotypes
- Abstract:
- Gene expression quantitative trait loci are widely used to infer relationships between genes and central nervous system (CNS) phenotypes; however, the effect of brain disease on these inferences is unclear. Using 2,348,438 single-nuclei profiles from 391 disease-case and control brains, we report 13,939 genes whose expression correlated with genetic variation, of which 16.7–40.8% (depending on cell type) showed disease-dependent allelic effects. Across 501 colocalizations for 30 CNS traits, 23.6% had a disease dependency, even after adjusting for disease status. To estimate the unconfounded effect of genes on outcomes, we repeated the analysis using nondiseased brains (n = 183) and reported an additional 91 colocalizations not present in the larger mixed disease and control dataset, demonstrating enhanced interpretation of disease-associated variants. Principled implementation of single-cell Mendelian randomization in control-only brains identified 140 putatively causal gene–trait associations, of which 11 were replicated in the UK Biobank, prioritizing candidate peripheral biomarkers predictive of CNS outcomes.
- Publication status:
- Published
- Peer review status:
- Peer reviewed
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- Publisher copy:
- 10.1038/s41588-024-02050-9
Authors
- Publisher:
- Nature Research
- Journal:
- Nature Genetics More from this journal
- Volume:
- 57
- Issue:
- 2
- Pages:
- 358-368
- Publication date:
- 2025-01-10
- Acceptance date:
- 2024-12-04
- DOI:
- EISSN:
-
1546-1718
- ISSN:
-
1061-4036
- Language:
-
English
- Pubs id:
-
2077448
- Local pid:
-
pubs:2077448
- Source identifiers:
-
2682530
- Deposit date:
-
2025-02-13
- ARK identifier:
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Terms of use
- Copyright date:
- 2025
- Licence:
- CC Attribution (CC BY)
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